pyreco

• pyreco package
  • Submodules
  • pyreco.cross_validation module
    • cross_val()
  • pyreco.custom_models module
    • AutoRC
      • AutoRC.predict_ar()
    • CustomModel
      • CustomModel.AutoRC_compile()
      • CustomModel.AutoRC_predict()
      • CustomModel.add()
      • CustomModel.compile()
      • CustomModel.compute_reservoir_state()
      • CustomModel.evaluate()
      • CustomModel.fit()
      • CustomModel.fit_evolve()
      • CustomModel.get_hp()
      • CustomModel.plot()
      • CustomModel.predict()
      • CustomModel.remove_reservoir_nodes()
      • CustomModel.save()
      • CustomModel.set_hp()
      • CustomModel.set_input_scaling()
      • CustomModel.set_normalization()
      • CustomModel.set_output_scaling()
    • HybridRC
    • RC
  • pyreco.datasets module
  • pyreco.graph_analyzer module
    • GraphAnalyzer
      • GraphAnalyzer.extract_properties()
      • GraphAnalyzer.list_properties()
    • available_extractors()
    • map_extractor_names()
  • pyreco.initializer module
    • NetworkInitializer
      • NetworkInitializer.gen_initial_states()
  • pyreco.layers module
    • FeedbackLayer
      • FeedbackLayer.remove_nodes()
      • FeedbackLayer.update_layer_properties()
    • InputLayer
      • InputLayer.remove_nodes()
      • InputLayer.update_layer_properties()
    • Layer
      • Layer.update_layer_properties()
    • RandomReservoirLayer
    • ReadoutLayer
      • ReadoutLayer.remove_nodes()
      • ReadoutLayer.update_layer_properties()
    • ReservoirLayer
      • ReservoirLayer.activation_fun()
      • ReservoirLayer.get_activation()
      • ReservoirLayer.get_leakage_rate()
      • ReservoirLayer.get_spec_rad()
      • ReservoirLayer.remove_nodes()
      • ReservoirLayer.set_activation()
      • ReservoirLayer.set_initial_state()
      • ReservoirLayer.set_leakage_rate()
      • ReservoirLayer.set_spec_rad()
      • ReservoirLayer.set_weights()
      • ReservoirLayer.update_layer_properties()
  • pyreco.metrics module
    • assign_metric()
    • available_metrics()
    • mae()
    • mse()
    • r2()
  • pyreco.models module
    • Model
      • Model.compile()
      • Model.evaluate()
      • Model.fit()
      • Model.get_params()
      • Model.predict()
      • Model.remove_reservoir_nodes()
      • Model.set_params()
    • ReservoirComputer
      • ReservoirComputer.evaluate()
      • ReservoirComputer.fit()
      • ReservoirComputer.get_params()
      • ReservoirComputer.predict()
      • ReservoirComputer.remove_reservoir_nodes()
      • ReservoirComputer.set_params()
  • pyreco.network_prop_extractor module
  • pyreco.node_analyzer module
    • NodeAnalyzer
      • NodeAnalyzer.extract_properties()
      • NodeAnalyzer.list_properties()
    • available_extractors()
    • map_extractor_names()
  • pyreco.node_selector module
    • NodeSelector
      • NodeSelector.select_nodes()
  • pyreco.optimizers module
    • Optimizer
      • Optimizer.solve()
    • RidgeSK
      • RidgeSK.get_alpha()
      • RidgeSK.set_alpha()
      • RidgeSK.solve()
    • assign_optimizer()
  • pyreco.plotting module
    • r2_scatter()
  • pyreco.pruning module
    • NetworkPruner
      • NetworkPruner.add_dict_to_history()
      • NetworkPruner.add_val_to_history()
      • NetworkPruner.prune()
    • append_to_dict()
    • dictlist_to_dict()
  • pyreco.remove_transients module
    • RemoveTransient_Inps()
    • RemoveTransient_Outs()
    • RemoveTransients_Res()
    • TransientRemover()
  • pyreco.utils_data module
    • gen_cos()
    • gen_sincos()
    • gen_sine()
    • sequence_to_scalar()
    • sequence_to_sequence()
    • sincos2()
    • sine_pred()
    • sine_to_cosine()
    • split_sequence()
    • train_test_split()
    • vector_to_vector()
    • x_to_x()
  • pyreco.utils_networks module
    • compute_density()
    • compute_spec_rad()
    • convert_to_nx_graph()
    • extract_av_in_degree()
    • extract_av_out_degree()
    • extract_clustering_coefficient()
    • extract_density()
    • extract_node_betweenness_centrality()
    • extract_node_clustering_coefficient()
    • extract_node_degree()
    • extract_node_in_degree()
    • extract_node_out_degree()
    • extract_node_pagerank()
    • extract_spectral_radius()
    • gen_ER_graph()
    • gen_init_states()
    • get_num_nodes()
    • is_zero_col_and_row()
    • remove_nodes_from_graph()
    • rename_nodes_after_removal()
    • set_spec_rad()
  • Module contents